{"id":12777,"date":"2025-02-18T01:00:13","date_gmt":"2025-02-17T22:00:13","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/buyuk-dil-modelleri-icin-typescript-sdk-toplu-islem-destegi\/"},"modified":"2025-02-18T01:00:13","modified_gmt":"2025-02-17T22:00:13","slug":"buyuk-dil-modelleri-icin-typescript-sdk-toplu-islem-destegi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/buyuk-dil-modelleri-icin-typescript-sdk-toplu-islem-destegi\/","title":{"rendered":"B\u00fcy\u00fck Dil Modelleri i\u00e7in TypeScript SDK: Toplu \u0130\u015flem Deste\u011fi"},"content":{"rendered":"<p><body><\/p>\n<p>B\u00fcy\u00fck Dil Modelleri i\u00e7in TypeScript SDK: Toplu \u0130\u015flem Deste\u011fi<\/p>\n<p>Merhaba! Fatih Soysal burada. Bu yaz\u0131da, farkl\u0131 b\u00fcy\u00fck dil modeli (LLM) sa\u011flay\u0131c\u0131lar\u0131 aras\u0131nda toplu i\u015flem deste\u011fi sa\u011flayan bir TypeScript SDK&#8217;s\u0131n\u0131 geli\u015ftirme ser\u00fcvenimi payla\u015faca\u011f\u0131m.  Geli\u015ftirme s\u00fcrecindeki zorluklar, ald\u0131\u011f\u0131m kararlar ve sonu\u00e7lar\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m.  Bu SDK, OpenAI, Cohere gibi pop\u00fcler sa\u011flay\u0131c\u0131lara kolayca entegre olabiliyor ve zamandan tasarruf sa\u011fl\u0131yor.<\/p>\n<p>\u00d6ncelikle, neden b\u00f6yle bir SDK geli\u015ftirmeye ihtiya\u00e7 duydu\u011fumu a\u00e7\u0131klayay\u0131m.  Tek tek LLM \u00e7a\u011fr\u0131lar\u0131 yapmak, \u00f6zellikle b\u00fcy\u00fck hacimli i\u015flerde, hem yava\u015f hem de maliyetli olabiliyor.  Bu nedenle, verimlili\u011fi art\u0131rmak ve maliyetleri d\u00fc\u015f\u00fcrmek i\u00e7in toplu i\u015flem yetene\u011fine sahip bir \u00e7\u00f6z\u00fcm geli\u015ftirmek gereklili\u011fi ortaya \u00e7\u0131kt\u0131.  Ba\u015flang\u0131\u00e7ta, her sa\u011flay\u0131c\u0131 i\u00e7in ayr\u0131 ayr\u0131 kod yazmay\u0131 d\u00fc\u015f\u00fcnd\u00fcm.  Ancak, bu yakla\u015f\u0131m\u0131n s\u00fcrd\u00fcr\u00fclebilir olmad\u0131\u011f\u0131n\u0131 ve kod tekrar\u0131na yol a\u00e7aca\u011f\u0131n\u0131 fark ettim. Bunun yerine, soyutlama katman\u0131 kullanarak daha temiz ve \u00f6l\u00e7eklenebilir bir \u00e7\u00f6z\u00fcm olu\u015fturmaya karar verdim.<\/p>\n<h2>TypeScript&#8217;in G\u00fcc\u00fcnden Faydalanmak<\/h2>\n<p>TypeScript&#8217;i se\u00e7memin ba\u015fl\u0131ca nedeni, g\u00fc\u00e7l\u00fc tip g\u00fcvenli\u011fi ve kod yeniden kullan\u0131labilirli\u011fi sunmas\u0131yd\u0131.  B\u00fcy\u00fck projelerde, bu \u00f6zellikler hata ay\u0131klama s\u00fcrecini kolayla\u015ft\u0131r\u0131r ve kodun daha sa\u011flam olmas\u0131n\u0131 sa\u011flar.  Ayr\u0131ca,  TypeScript&#8217;in geni\u015f bir k\u00fct\u00fcphane ve ara\u00e7 ekosistemine sahip olmas\u0131 da \u00f6nemli bir fakt\u00f6rd\u00fc.  Bu sayede, geli\u015ftirme s\u00fcrecini h\u0131zland\u0131rmak i\u00e7in haz\u0131r k\u00fct\u00fcphanelerden faydalanabildim.<\/p>\n<h2>SDK&#8217;n\u0131n Mimari Yap\u0131s\u0131<\/h2>\n<p>SDK&#8217;n\u0131n mimarisi, farkl\u0131 sa\u011flay\u0131c\u0131lardan gelen istekleri soyutlayan bir aray\u00fcz etraf\u0131nda tasarland\u0131. Bu sayede, yeni bir sa\u011flay\u0131c\u0131 eklemek olduk\u00e7a kolay hale geldi.  Her sa\u011flay\u0131c\u0131 i\u00e7in \u00f6zel bir uygulay\u0131c\u0131 s\u0131n\u0131f\u0131 olu\u015fturdum. Bu s\u0131n\u0131flar, aray\u00fcz\u00fc uygulayarak ortak bir aray\u00fcz \u00fczerinden ileti\u015fim kurmay\u0131 sa\u011flad\u0131.  A\u015fa\u011f\u0131da basit bir \u00f6rnek g\u00f6rebilirsiniz:<\/p>\n<pre><code class=\"language-typescript\">\ninterface LLMProvider {\n  batchProcess(prompts: string[]): Promise<string[]>\n}\n\nclass OpenAIProvider implements LLMProvider {\n  \/\/ OpenAI'a \u00f6zel uygulama mant\u0131\u011f\u0131 burada\n}\n\nclass CohereProvider implements LLMProvider {\n  \/\/ Cohere'ye \u00f6zel uygulama mant\u0131\u011f\u0131 burada\n}\n<\/code><\/pre>\n<p>Bu mimari sayesinde, kodun farkl\u0131 k\u0131s\u0131mlar\u0131nda de\u011fi\u015fiklik yapmadan yeni sa\u011flay\u0131c\u0131lar eklemek olduk\u00e7a kolayd\u0131r.  Ayr\u0131ca, test edilebilirlik de \u00f6nemli \u00f6l\u00e7\u00fcde artm\u0131\u015ft\u0131r.<\/p>\n<h2>Zorluklar ve \u00c7\u00f6z\u00fcmler<\/h2>\n<p>Geli\u015ftirme s\u00fcrecinde elbette zorluklarla kar\u015f\u0131la\u015ft\u0131m.  En \u00f6nemli zorluklardan biri, farkl\u0131 sa\u011flay\u0131c\u0131lar\u0131n API&#8217;lerinin farkl\u0131 yap\u0131da olmas\u0131yd\u0131.  Bu sorunu, her sa\u011flay\u0131c\u0131n\u0131n API&#8217;sine \u00f6zel adapt\u00f6r s\u0131n\u0131flar\u0131 olu\u015fturarak \u00e7\u00f6zd\u00fcm.  Bir di\u011fer zorluk ise hata y\u00f6netimiydi.  Farkl\u0131 sa\u011flay\u0131c\u0131lardan gelen hatalar\u0131 tutarl\u0131 bir \u015fekilde y\u00f6netmek i\u00e7in merkezi bir hata y\u00f6netim sistemi geli\u015ftirdim. <\/p>\n<p>Geli\u015ftirme a\u015famas\u0131nda  <a href=\"https:\/\/dev.to\/grantsingleton\/i-built-a-typescript-sdk-for-batch-processing-llm-calls-across-model-providers-1jg5\">bu makale<\/a>  benim i\u00e7in olduk\u00e7a faydal\u0131 oldu.  \u00d6zellikle toplu i\u015flem stratejileri ve hata y\u00f6netimi konusunda \u00f6nemli ipu\u00e7lar\u0131 buldum.  Ayr\u0131ca,  <a href=\"https:\/\/fatihsoysal.com\">kendi web sitemde<\/a>  payla\u015ft\u0131\u011f\u0131m di\u011fer makaleler de ilginizi \u00e7ekebilir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Bu TypeScript SDK&#8217;s\u0131, farkl\u0131 LLM sa\u011flay\u0131c\u0131lar\u0131 i\u00e7in toplu i\u015flem deste\u011fi sunarak hem verimlili\u011fi hem de maliyet etkinli\u011fi art\u0131rmay\u0131 hedefliyor.  Geli\u015ftirme s\u00fcrecindeki zorluklara ra\u011fmen, ortaya \u00e7\u0131kan sonu\u00e7tan olduk\u00e7a memnunum.  Bu SDK,  b\u00fcy\u00fck \u00f6l\u00e7ekli projelerde LLM&#8217;leri kullanmay\u0131 d\u00fc\u015f\u00fcnen geli\u015ftiriciler i\u00e7in faydal\u0131 bir ara\u00e7 olacakt\u0131r.  Gelecekte, daha fazla LLM sa\u011flay\u0131c\u0131s\u0131 deste\u011fi eklemeyi ve SDK&#8217;n\u0131n \u00f6zelliklerini geli\u015ftirmeyi planl\u0131yorum.<\/p>\n<p>#Etiketler: TypeScript, SDK, B\u00fcy\u00fck Dil Modelleri, LLM, Toplu \u0130\u015flem, Batch Processing, OpenAI, Cohere, AI Model, Yapay Zeka, Programlama,  Verimlilik, Maliyet Optimizasyonu<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"B\u00fcy\u00fck Dil Modelleri i\u00e7in TypeScript SDK: Toplu \u0130\u015flem Deste\u011fi Merhaba! Fatih Soysal burada. Bu yaz\u0131da, farkl\u0131 b\u00fcy\u00fck dil&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-12777","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>B\u00fcy\u00fck Dil Modelleri i\u00e7in TypeScript SDK: Toplu \u0130\u015flem Deste\u011fi<\/title>\n<meta name=\"description\" content=\"Merhaba! Fatih Soysal burada. Bu yaz\u0131da, farkl\u0131 b\u00fcy\u00fck dil modeli (LLM) sa\u011flay\u0131c\u0131lar\u0131 aras\u0131nda toplu i\u015flem deste\u011fi sa\u011flayan bir TypeScript SDK&#039;s\u0131n\u0131 geli\u015ftirme ser\u00fcvenimi payla\u015faca\u011f\u0131m. Geli\u015ftirme s\u00fcrecindeki zorluklar, ald\u0131\u011f\u0131m kararlar ve sonu\u00e7lar\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. Bu SDK, OpenAI, Cohere gibi pop\u00fcler sa\u011flay\u0131c\u0131lara kolayca entegre olabiliyor ve zamandan tasarruf sa\u011fl\u0131yor.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/buyuk-dil-modelleri-icin-typescript-sdk-toplu-islem-destegi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"B\u00fcy\u00fck Dil Modelleri i\u00e7in TypeScript SDK: Toplu \u0130\u015flem Deste\u011fi\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Fatih Soysal burada. Bu yaz\u0131da, farkl\u0131 b\u00fcy\u00fck dil modeli (LLM) sa\u011flay\u0131c\u0131lar\u0131 aras\u0131nda toplu i\u015flem deste\u011fi sa\u011flayan bir TypeScript SDK&#039;s\u0131n\u0131 geli\u015ftirme ser\u00fcvenimi payla\u015faca\u011f\u0131m. 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Fatih Soysal burada. Bu yaz\u0131da, farkl\u0131 b\u00fcy\u00fck dil modeli (LLM) sa\u011flay\u0131c\u0131lar\u0131 aras\u0131nda toplu i\u015flem deste\u011fi sa\u011flayan bir TypeScript SDK's\u0131n\u0131 geli\u015ftirme ser\u00fcvenimi payla\u015faca\u011f\u0131m. Geli\u015ftirme s\u00fcrecindeki zorluklar, ald\u0131\u011f\u0131m kararlar ve sonu\u00e7lar\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. 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